DE

Modul

Numerical Linear Algebra in Image Processing [M-MATH-104058]

Credits

6

Recurrence

Unregelmäßig

Duration

1 Semester

Language

Level

4

Version

1

Responsible

PD Dr. Volker Grimm

Organisation

KIT-Fakultät für Mathematik

Part of

Economathematics (M.Sc.)

Bricks

Identifier	Name	LP
T-MATH-108402	Numerical Linear Algebra in Image Processing	6

Competence Certificate

The module will be completed by an oral exam (ca. 20 min).

Competence Goal

Graduates can name essential concepts of image processing using numerical linear algebra methods and implement them efficiently.

Prerequisites

None

Content

Linear models of optical devices
Point spread function and discrete convolution
Structured matrices and fast transformations
Large, ill-conditioned linear systems of equations
Krylov subspace methods, preconditioning
Several applications

Workload

Total workload: 180 hours

Attendance: 60 hours

lectures, problem classes, and examination

Self-studies: 120 hours

follow-up and deepening of the course content,
work on problem sheets,
literature study and internet research relating to the course content,
preparation for the module examination